Reinforcement Learning

Google Highlights How Statistical Uncertainty Of Outcomes Must Be Considered To Evaluate Deep RL Reliably and Propose A Python Library Called ‘RLiable’

Reinforcement Learning (RL) is a machine learning technique that allows an agent to learn by trial and error in an interactive environment from its...

Google AI Research Propose A Self-Supervised Approach for Reversibility-Aware Reinforcement Learning

Reinforcement learning(RL) is a machine learning training method that rewards desired behaviors and punishes undesired ones. RL is a typical approach that finds application...

Facebook AI Introduce ‘SaLinA’: A Lightweight Library To Implement Sequential Decision Models, Including Reinforcement Learning Algorithms

Deep Learning libraries are great for facilitating the implementation of complex differentiable functions. These functions typically have shapes like f(x) โ†’ y, where x...

Facebook AI Releases ‘CompilerGym’: A Library of High-Performance, Easy-to-Use Reinforcement Learning Environments For Compiler Optimization Tasks

Compilers are essential components of the computing stack because they convert human-written programs into executable binaries. When trying to optimize these programs, however, all...

CMU Researchers Introduce ‘CatGym’, A Deep Reinforcement Learning (DRL) Environment For Predicting Kinetic Pathways To Surface Reconstruction in a Ternary Alloy

It isn't an easy task to design efficient new catalysts. In the case of multiple element mixtures, for example - researchers must take into...

Facebook AI Introduces ‘MiniHack’: A Sandbox Framework For Designing Rich And Diverse Environments For Reinforcement Learning (RL)

Reinforcement learning (RL) has recently become a powerful technique widely used for solving challenges of sequential decision-making. Simulation benchmarks mainly drive progress in RL....

Google AI’s New Study Enhance Reinforcement Learning (RL) Agent’s Generalization In Unseen Tasks Using Contrastive Behavioral Similarity Embeddings

Reinforcement learning (RL) is a field of machine learning (ML) that involves training ML models to make a sequence of intelligent decisions to complete...

Intel AI Team Proposes A Novel Machine Learning (ML) Technique, ‘Multiagent Evolutionary Reinforcement Learning (MERL)’ For Teaching Robots Teamwork

Reinforcement learning is an interesting area of machine learning (ML) that has advanced rapidly in recent years. AlphaGo is one such RL-based computer program...

AI Researchers Introduce A Graph Neural Network Estimator for ETA Prediction at Google Maps

Web mapping services like Google Maps are excellent tools for dynamically navigating portions of the Earth, especially in urban areas. These tools are not...

Salesforce Open-Sources ‘WarpDrive’, A Light Weight Reinforcement Learning (RL) Framework That Implements End-To-End Multi-Agent RL On A Single GPU

When it comes to AI research and applications, multi-agent systems are a frontier. They have been used for engineering challenges such as self-driving cars,...

DeepMind Introduces XLand: An Open-Ended 3D Simulated Environment Space To Train and Evaluate Artificial Agents

Deep reinforcement learning (deep RL) has seen promising advances in recent years and produced highly performant artificial agents across a wide range of training...

AI Research Team From Princeton, Berkeley and ETH Zurich Introduce ‘RLQP’ To Accelerate Quadratic Optimization With Deep Reinforcement Learning (RL)

Quadratic programming (QPs) is widely used in various fields, including finance, robotics, operations research, and many others, for large-scale machine learning and embedded optimal...

Snowflake AI Research Team Unveils Arctic: An Open-Source Enterprise-Grade Large Language Model (LLM) with...

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Snowflake AI Research has launched the Arctic, a cutting-edge open-source large language model (LLM) specifically designed for enterprise AI applications, setting a new standard...

Google DeepMind Releases RecurrentGemma: One of the Strongest 2B-Parameter Open Language Models Designed for...

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Language models are the backbone of modern artificial intelligence systems, enabling machines to understand and generate human-like text. These models, which process and predict...

Finally, the Wait is Over: Meta Unveils Llama 3, Pioneering a New Era in...

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Meta has revealed its latest large language model, the Meta Llama 3, which is a major breakthrough in the field of AI. This new model is not just...

TrueFoundry Releases Cognita: An Open-Source RAG Framework for Building Modular and Production-Ready Applications

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The field of artificial intelligence is rapidly evolving, andย takingย a prototype to production stage can be quite challenging. However, TrueFoundry has recently introduced a new...

Meet Zamba-7B: Zyphra’s Novel AI Model That’s Small in Size and Big on Performance

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In the race to create more efficient and powerful AI models, Zyphra has unveiled a significant breakthrough with its new Zamba-7B model. This compact,...

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